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Song Zhou

3 accepted papers

2025

Leveraging Surgical Activity Grammar for Primary Intention Prediction in Laparoscopy Procedures

ICRA 2025

Surgical procedures are inherently complex and dynamic, with intricate dependencies and various execution paths. Accurate identification of the intentions behind critical actions, referred to as Primary Intentions (PIs), is crucial to understanding and planning the procedure. This paper presents a n

Cited by 2SourceScholar
2024

Graph-Based Spatial Reasoning for Tracking Landmarks in Dynamic Laparoscopic Environments

RA-L 2024

Accurate anatomical landmark tracking is crucial yet challenging in laparoscopic surgery due to the changing appearance of landmarks during dynamic tool-anatomy interactions and visual domain shifts between cases. Unlike appearance-based detection methods, this work proposes a novel graph-based appr

Cited by 4SourceScholar
2018

Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives

NeurIPS 2018spotlight

The original simplicial method (OSM), a variant of the classic Kelley’s cutting plane method, has been shown to converge to the minimizer of a composite convex and submodular objective, though no rate of convergence for this method was known. Moreover, OSM is required to solve subproblems in each it…

Cited by 11SourcePDFScholar